Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	141362
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	15.5 MiB
Average record size in memory	115.0 B

Variable types

Numeric	14
Boolean	3

Alerts

`studio` has constant value "False"	Constant
`build_year` is highly overall correlated with `floors_total`	High correlation
`building_type_int` is highly overall correlated with `ceiling_height`	High correlation
`ceiling_height` is highly overall correlated with `building_type_int`	High correlation
`floor` is highly overall correlated with `floors_total`	High correlation
`floors_total` is highly overall correlated with `build_year` and 1 other fields	High correlation
`living_area` is highly overall correlated with `rooms` and 1 other fields	High correlation
`price` is highly overall correlated with `rooms` and 1 other fields	High correlation
`rooms` is highly overall correlated with `living_area` and 2 other fields	High correlation
`total_area` is highly overall correlated with `living_area` and 2 other fields	High correlation
`has_elevator` is highly imbalanced (52.3%)	Imbalance
`is_apartment` is highly imbalanced (92.1%)	Imbalance
`price` is highly skewed (γ1 = 88.96515049)	Skewed
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`building_type_int` has 1927 (1.4%) zeros	Zeros
`kitchen_area` has 11701 (8.3%) zeros	Zeros
`living_area` has 18588 (13.1%) zeros	Zeros

Reproduction

Analysis started	2024-07-10 07:23:31.928132
Analysis finished	2024-07-10 07:24:16.653130
Duration	44.72 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	141362
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70681.5

Minimum	1
Maximum	141362
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	7069.05
Q1	35341.25
median	70681.5
Q3	106021.75
95-th percentile	134293.95
Maximum	141362
Range	141361
Interquartile range (IQR)	70680.5

Descriptive statistics

Standard deviation	40807.839
Coefficient of variation (CV)	0.57734823
Kurtosis	-1.2
Mean	70681.5
Median Absolute Deviation (MAD)	35340.5
Skewness	0
Sum	9.9916782 × 10⁹
Variance	1.6652797 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
141362	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
Other values (141352)	141352	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
141362	1	< 0.1%
141361	1	< 0.1%
141360	1	< 0.1%
141359	1	< 0.1%
141358	1	< 0.1%
141357	1	< 0.1%
141356	1	< 0.1%
141355	1	< 0.1%
141354	1	< 0.1%
141353	1	< 0.1%

build_year
Real number (ℝ)

HIGH CORRELATION

Distinct	118
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1986.6

Minimum	1901
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1901
5-th percentile	1957
Q1	1969
median	1985
Q3	2007
95-th percentile	2017
Maximum	2023
Range	122
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	22.136409
Coefficient of variation (CV)	0.011142861
Kurtosis	-0.1394151
Mean	1986.6
Median Absolute Deviation (MAD)	18
Skewness	-0.38696514
Sum	2.8082976 × 10⁸
Variance	490.02061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2017	4461	3.2%
2018	4386	3.1%
1968	3502	2.5%
2015	3466	2.5%
1969	3322	2.3%
1972	3256	2.3%
1970	3210	2.3%
1971	3197	2.3%
1967	3191	2.3%
2006	2874	2.0%
Other values (108)	106497	75.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1901	10	< 0.1%
1902	75	0.1%
1903	28	< 0.1%
1904	32	< 0.1%
1905	74	0.1%
1906	33	< 0.1%
1907	42	< 0.1%
1908	27	< 0.1%
1909	11	< 0.1%
1910	130	0.1%

Value	Count	Frequency (%)
2023	3	< 0.1%
2022	236	0.2%
2021	131	0.1%
2020	587	0.4%
2019	1257	0.9%
2018	4386	3.1%
2017	4461	3.2%
2016	2540	1.8%
2015	3466	2.5%
2014	2680	1.9%

building_type_int
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.232941

Minimum	0
Maximum	6
Zeros	1927
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4594606
Coefficient of variation (CV)	0.45143434
Kurtosis	-0.67749025
Mean	3.232941
Median Absolute Deviation (MAD)	0
Skewness	-0.25416628
Sum	457015
Variance	2.1300252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	78696	55.7%
2	25265	17.9%
1	23164	16.4%
6	10533	7.5%
0	1927	1.4%
3	1773	1.3%
5	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1927	1.4%
1	23164	16.4%
2	25265	17.9%
3	1773	1.3%
4	78696	55.7%
5	4	< 0.1%
6	10533	7.5%

Value	Count	Frequency (%)
6	10533	7.5%
5	4	< 0.1%
4	78696	55.7%
3	1773	1.3%
2	25265	17.9%
1	23164	16.4%
0	1927	1.4%

latitude
Real number (ℝ)

Distinct	15720
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.730059

Minimum	55.21146
Maximum	56.011032
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	55.21146
5-th percentile	55.567215
Q1	55.653858
median	55.724686
Q3	55.807323
95-th percentile	55.883572
Maximum	56.011032
Range	0.79957199
Interquartile range (IQR)	0.15346527

Descriptive statistics

Standard deviation	0.10261107
Coefficient of variation (CV)	0.0018412159
Kurtosis	-0.35001837
Mean	55.730059
Median Absolute Deviation (MAD)	0.076637268
Skewness	-0.0075277291
Sum	7878112.6
Variance	0.010529032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.77080536	565	0.4%
55.78516769	381	0.3%
55.83548737	285	0.2%
55.55776596	257	0.2%
55.74351883	251	0.2%
55.83442688	235	0.2%
55.77090073	220	0.2%
55.78421021	210	0.1%
55.69994354	192	0.1%
55.59153748	167	0.1%
Other values (15710)	138599	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
55.21146011	5	< 0.1%
55.21229935	3	< 0.1%
55.21334457	2	< 0.1%
55.21493912	10	< 0.1%
55.21569824	3	< 0.1%
55.30972672	3	< 0.1%
55.31040192	2	< 0.1%
55.3139801	1	< 0.1%
55.31425476	2	< 0.1%
55.31481552	1	< 0.1%

Value	Count	Frequency (%)
56.0110321	14	< 0.1%
56.00934601	18	< 0.1%
56.00914001	5	< 0.1%
56.00882339	2	< 0.1%
56.00848389	1	< 0.1%
56.00812149	4	< 0.1%
56.00805664	7	< 0.1%
56.00751877	4	< 0.1%
56.00745773	4	< 0.1%
56.00717163	2	< 0.1%

longitude
Real number (ℝ)

Distinct	15271
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.589235

Minimum	36.864372
Maximum	37.946411
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	36.864372
5-th percentile	37.354996
Q1	37.491764
median	37.581146
Q3	37.691055
95-th percentile	37.828963
Maximum	37.946411
Range	1.0820389
Interquartile range (IQR)	0.19929123

Descriptive statistics

Standard deviation	0.15012178
Coefficient of variation (CV)	0.0039937439
Kurtosis	0.31447965
Mean	37.589235
Median Absolute Deviation (MAD)	0.094726562
Skewness	-0.1160192
Sum	5313689.4
Variance	0.022536548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.5642128	581	0.4%
37.56404114	407	0.3%
37.65834808	316	0.2%
37.55502319	257	0.2%
37.42210007	251	0.2%
37.65960312	246	0.2%
37.56266785	227	0.2%
37.37809753	220	0.2%
37.63718414	188	0.1%
37.45571518	168	0.1%
Other values (15261)	138501	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.86437225	13	< 0.1%
36.86503601	20	< 0.1%
36.86519623	3	< 0.1%
36.86552811	3	< 0.1%
36.86582565	16	< 0.1%
36.86593246	1	< 0.1%
36.8693924	5	< 0.1%
36.87020111	4	< 0.1%
36.87042618	2	< 0.1%
36.87133408	2	< 0.1%

Value	Count	Frequency (%)
37.94641113	27	< 0.1%
37.94482803	19	< 0.1%
37.9413147	43	< 0.1%
37.94092178	27	< 0.1%
37.94085693	105	0.1%
37.94051743	7	< 0.1%
37.94021988	10	< 0.1%
37.93956375	82	0.1%
37.93946457	26	< 0.1%
37.9389267	15	< 0.1%

ceiling_height
Real number (ℝ)

HIGH CORRELATION

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7536498

Minimum	2
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	2
5-th percentile	2.48
Q1	2.6400001
median	2.6400001
Q3	2.8
95-th percentile	3.0999999
Maximum	27
Range	25
Interquartile range (IQR)	0.15999985

Descriptive statistics

Standard deviation	0.22327539
Coefficient of variation (CV)	0.081083437
Kurtosis	1009.3248
Mean	2.7536498
Median Absolute Deviation (MAD)	0.059999943
Skewness	11.564608
Sum	389261.44
Variance	0.049851898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.640000105	58512	41.4%
3	22933	16.2%
2.700000048	14993	10.6%
2.480000019	7904	5.6%
2.799999952	7425	5.3%
2.74000001	6724	4.8%
3.200000048	3819	2.7%
2.5	3813	2.7%
3.099999905	2906	2.1%
2.75	2118	1.5%
Other values (67)	10215	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	12	< 0.1%
2.25	1	< 0.1%
2.299999952	5	< 0.1%
2.400000095	31	< 0.1%
2.450000048	17	< 0.1%
2.480000019	7904	5.6%
2.5	3813	2.7%
2.50999999	2	< 0.1%
2.529999971	9	< 0.1%
2.539999962	104	0.1%

Value	Count	Frequency (%)
27	1	< 0.1%
8	6	< 0.1%
7	4	< 0.1%
6	17	< 0.1%
5.199999809	1	< 0.1%
5	6	< 0.1%
4.599999905	4	< 0.1%
4.5	14	< 0.1%
4.190000057	40	< 0.1%
4.150000095	47	< 0.1%

flats_count
Real number (ℝ)

Distinct	706
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	251.99323

Minimum	1
Maximum	4455
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	58
Q1	111
median	200
Q3	324
95-th percentile	624
Maximum	4455
Range	4454
Interquartile range (IQR)	213

Descriptive statistics

Standard deviation	207.33617
Coefficient of variation (CV)	0.82278468
Kurtosis	12.928546
Mean	251.99323
Median Absolute Deviation (MAD)	100
Skewness	2.702838
Sum	35622267
Variance	42988.287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	4189	3.0%
144	2820	2.0%
84	2638	1.9%
72	2335	1.7%
215	2281	1.6%
287	2179	1.5%
60	1967	1.4%
192	1791	1.3%
98	1663	1.2%
143	1600	1.1%
Other values (696)	117899	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	199	0.1%
2	71	0.1%
3	20	< 0.1%
4	27	< 0.1%
5	47	< 0.1%
6	40	< 0.1%
7	19	< 0.1%
8	62	< 0.1%
9	41	< 0.1%
10	151	0.1%

Value	Count	Frequency (%)
4455	1	< 0.1%
1630	565	0.4%
1623	257	0.2%
1586	5	< 0.1%
1198	116	0.1%
1189	11	< 0.1%
1183	34	< 0.1%
1149	19	< 0.1%
1133	58	< 0.1%
1114	84	0.1%

floors_total
Real number (ℝ)

HIGH CORRELATION

Distinct	64
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.107554

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	9
median	14
Q3	17
95-th percentile	25
Maximum	99
Range	98
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.8980454
Coefficient of variation (CV)	0.48896113
Kurtosis	5.5000767
Mean	14.107554
Median Absolute Deviation (MAD)	5
Skewness	1.5626381
Sum	1994272
Variance	47.58303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	25042	17.7%
17	23221	16.4%
12	17177	12.2%
5	12702	9.0%
14	11566	8.2%
16	10260	7.3%
22	6147	4.3%
25	4476	3.2%
8	4005	2.8%
24	2631	1.9%
Other values (54)	24135	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	< 0.1%
2	54	< 0.1%
3	485	0.3%
4	930	0.7%
5	12702	9.0%
6	1727	1.2%
7	2062	1.5%
8	4005	2.8%
9	25042	17.7%
10	2502	1.8%

Value	Count	Frequency (%)
99	1	< 0.1%
81	1	< 0.1%
70	1	< 0.1%
66	1	< 0.1%
60	1	< 0.1%
59	4	< 0.1%
58	77	0.1%
57	39	< 0.1%
56	184	0.1%
55	1	< 0.1%

has_elevator
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

True	126856
False	14506

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	126856	89.7%
False	14506	10.3%

floor
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4673462

Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	10
95-th percentile	18
Maximum	56
Range	55
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.7171437
Coefficient of variation (CV)	0.76561921
Kurtosis	5.2689924
Mean	7.4673462
Median Absolute Deviation (MAD)	3
Skewness	1.6832674
Sum	1055599
Variance	32.685732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	14701	10.4%
3	13668	9.7%
5	12700	9.0%
4	12510	8.8%
1	11435	8.1%
6	9609	6.8%
7	9319	6.6%
8	8772	6.2%
9	8492	6.0%
10	5645	4.0%
Other values (46)	34511	24.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11435	8.1%
2	14701	10.4%
3	13668	9.7%
4	12510	8.8%
5	12700	9.0%
6	9609	6.8%
7	9319	6.6%
8	8772	6.2%
9	8492	6.0%
10	5645	4.0%

Value	Count	Frequency (%)
56	6	< 0.1%
55	6	< 0.1%
54	2	< 0.1%
53	11	< 0.1%
52	8	< 0.1%
51	10	< 0.1%
50	4	< 0.1%
49	7	< 0.1%
48	8	< 0.1%
47	3	< 0.1%

kitchen_area
Real number (ℝ)

ZEROS

Distinct	1036
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.001579

Minimum	0
Maximum	203
Zeros	11701
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.0999999
median	8.8000002
Q3	10.2
95-th percentile	17.299999
Maximum	203
Range	203
Interquartile range (IQR)	4.0999999

Descriptive statistics

Standard deviation	5.2640755
Coefficient of variation (CV)	0.58479468
Kurtosis	31.917312
Mean	9.001579
Median Absolute Deviation (MAD)	2.1999998
Skewness	2.8364444
Sum	1272481.2
Variance	27.710491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	15584	11.0%
10	13323	9.4%
0	11701	8.3%
9	9594	6.8%
8	7550	5.3%
7	5654	4.0%
12	4591	3.2%
11	3566	2.5%
8.5	3225	2.3%
15	2301	1.6%
Other values (1026)	64273	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11701	8.3%
1.5	1	< 0.1%
1.700000048	2	< 0.1%
1.799999952	1	< 0.1%
2	41	< 0.1%
2.099999905	1	< 0.1%
2.25	3	< 0.1%
2.299999952	2	< 0.1%
2.400000095	3	< 0.1%
2.5	8	< 0.1%

Value	Count	Frequency (%)
203	1	< 0.1%
102	1	< 0.1%
100	3	< 0.1%
90	1	< 0.1%
87	1	< 0.1%
85	1	< 0.1%
83.40000153	1	< 0.1%
81	1	< 0.1%
80	6	< 0.1%
78	1	< 0.1%

living_area
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2345
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.056948

Minimum	0
Maximum	700
Zeros	18588
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19
median	29.4
Q3	41.400002
95-th percentile	67
Maximum	700
Range	700
Interquartile range (IQR)	22.400002

Descriptive statistics

Standard deviation	23.96864
Coefficient of variation (CV)	0.77176416
Kurtosis	29.084183
Mean	31.056948
Median Absolute Deviation (MAD)	10.5
Skewness	3.2220584
Sum	4390272.3
Variance	574.49569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18588	13.1%
19	5974	4.2%
20	4899	3.5%
30	3820	2.7%
18	3622	2.6%
32	3007	2.1%
28	2318	1.6%
31	2165	1.5%
45	2147	1.5%
34	1996	1.4%
Other values (2335)	92826	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18588	13.1%
2	2	< 0.1%
3	3	< 0.1%
5	2	< 0.1%
5.5	2	< 0.1%
5.599999905	1	< 0.1%
5.800000191	1	< 0.1%
6	16	< 0.1%
6.400000095	2	< 0.1%
6.5	1	< 0.1%

Value	Count	Frequency (%)
700	1	< 0.1%
500	1	< 0.1%
490	1	< 0.1%
433	1	< 0.1%
430	2	< 0.1%
426	2	< 0.1%
403	2	< 0.1%
394	3	< 0.1%
382.7999878	1	< 0.1%
380	1	< 0.1%

rooms
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1294761

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	20
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99433956
Coefficient of variation (CV)	0.46694094
Kurtosis	3.719362
Mean	2.1294761
Median Absolute Deviation (MAD)	1
Skewness	1.0604964
Sum	301027
Variance	0.98871117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2	52676	37.3%
1	42029	29.7%
3	36930	26.1%
4	7091	5.0%
5	1802	1.3%
6	556	0.4%
7	179	0.1%
8	55	< 0.1%
10	19	< 0.1%
9	18	< 0.1%
Other values (4)	7	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	42029	29.7%
2	52676	37.3%
3	36930	26.1%
4	7091	5.0%
5	1802	1.3%
6	556	0.4%
7	179	0.1%
8	55	< 0.1%
9	18	< 0.1%
10	19	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
12	4	< 0.1%
10	19	< 0.1%
9	18	< 0.1%
8	55	< 0.1%
7	179	0.1%
6	556	0.4%
5	1802	1.3%

is_apartment
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

False	139990
True	1372

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	139990	99.0%
True	1372	1.0%

studio
Boolean

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.2 KiB

False	141362

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	141362	100.0%

total_area
Real number (ℝ)

HIGH CORRELATION

Distinct	3358
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.374644

Minimum	11
Maximum	960.29999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	11
5-th percentile	32.5
Q1	39.299999
median	53
Q3	72
95-th percentile	127
Maximum	960.29999
Range	949.29999
Interquartile range (IQR)	32.700001

Descriptive statistics

Standard deviation	40.295864
Coefficient of variation (CV)	0.64602956
Kurtosis	50.131605
Mean	62.374644
Median Absolute Deviation (MAD)	14.200001
Skewness	5.1673471
Sum	8817404.4
Variance	1623.7566
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	3580	2.5%
45	2807	2.0%
39	2463	1.7%
40	2188	1.5%
60	2108	1.5%
52	2078	1.5%
54	1992	1.4%
33	1935	1.4%
35	1818	1.3%
44	1492	1.1%
Other values (3348)	118901	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	2	< 0.1%
11.30000019	1	< 0.1%
11.5	2	< 0.1%
11.69999981	2	< 0.1%
12	3	< 0.1%
12.10000038	2	< 0.1%
12.22999954	1	< 0.1%
12.30000019	2	< 0.1%
12.55000019	2	< 0.1%
12.60000038	1	< 0.1%

Value	Count	Frequency (%)
960.2999878	2	< 0.1%
925	2	< 0.1%
920	1	< 0.1%
901	1	< 0.1%
872.5999756	1	< 0.1%
800	1	< 0.1%
764.1	1	< 0.1%
761	1	< 0.1%
760	1	< 0.1%
757.7999878	2	< 0.1%

price
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	8384
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19441620

Minimum	11
Maximum	9.8737377 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	11
5-th percentile	6500000
Q1	8900000
median	11850000
Q3	16950000
95-th percentile	49500000
Maximum	9.8737377 × 10⁹
Range	9.8737377 × 10⁹
Interquartile range (IQR)	8050000

Descriptive statistics

Standard deviation	66269544
Coefficient of variation (CV)	3.4086431
Kurtosis	11579.848
Mean	19441620
Median Absolute Deviation (MAD)	3450000
Skewness	88.96515
Sum	2.7483063 × 10¹²
Variance	4.3916525 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10500000	2287	1.6%
9500000	2057	1.5%
12500000	1982	1.4%
8500000	1922	1.4%
11500000	1855	1.3%
11000000	1702	1.2%
12000000	1687	1.2%
13500000	1558	1.1%
9000000	1493	1.1%
10000000	1411	1.0%
Other values (8374)	123408	87.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	< 0.1%
19	1	< 0.1%
85	1	< 0.1%
1500	1	< 0.1%
2000	3	< 0.1%
2300	1	< 0.1%
2400	1	< 0.1%
2500	3	< 0.1%
2600	1	< 0.1%
2700	1	< 0.1%

Value	Count	Frequency (%)
9873737728	1	< 0.1%
9799999488	1	< 0.1%
9200000000	1	< 0.1%
8147034112	1	< 0.1%
4686425088	1	< 0.1%
4447152128	1	< 0.1%
4048056064	1	< 0.1%
3525904640	1	< 0.1%
2551801088	2	< 0.1%
2500000000	1	< 0.1%

Auto

Heatmap
Table

	build_year	building_type_int	ceiling_height	flats_count	floor	floors_total	has_elevator	id	is_apartment	kitchen_area	latitude	living_area	longitude	price	rooms	total_area
build_year	1.000	-0.019	0.361	0.455	0.395	0.732	0.491	0.021	0.138	0.435	-0.201	-0.006	-0.217	0.186	0.008	0.270
building_type_int	-0.019	1.000	-0.569	0.092	0.050	0.106	0.343	-0.029	0.127	-0.088	-0.042	-0.118	0.117	-0.369	-0.189	-0.295
ceiling_height	0.361	-0.569	1.000	0.049	0.128	0.217	0.008	0.039	0.000	0.315	-0.026	0.147	-0.120	0.492	0.219	0.448
flats_count	0.455	0.092	0.049	1.000	0.265	0.483	0.085	-0.001	0.236	0.171	-0.158	0.006	-0.087	0.001	-0.037	0.072
floor	0.395	0.050	0.128	0.265	1.000	0.518	0.270	0.010	0.150	0.240	-0.049	0.033	-0.086	0.148	0.017	0.146
floors_total	0.732	0.106	0.217	0.483	0.518	1.000	0.389	0.014	0.336	0.434	-0.105	0.024	-0.179	0.196	-0.006	0.221
has_elevator	0.491	0.343	0.008	0.085	0.270	0.389	1.000	0.004	0.017	0.219	-0.058	0.019	-0.038	0.065	-0.001	0.083
id	0.021	-0.029	0.039	-0.001	0.010	0.014	0.004	1.000	0.028	0.022	0.020	0.069	0.001	0.044	0.018	0.030
is_apartment	0.138	0.127	0.000	0.236	0.150	0.336	0.017	0.028	1.000	0.020	0.032	-0.025	-0.024	0.047	-0.012	0.007
kitchen_area	0.435	-0.088	0.315	0.171	0.240	0.434	0.219	0.022	0.020	1.000	-0.101	0.358	-0.134	0.336	0.155	0.395
latitude	-0.201	-0.042	-0.026	-0.158	-0.049	-0.105	-0.058	0.020	0.032	-0.101	1.000	0.034	-0.001	0.063	0.033	-0.021
living_area	-0.006	-0.118	0.147	0.006	0.033	0.024	0.019	0.069	-0.025	0.358	0.034	1.000	-0.018	0.467	0.653	0.642
longitude	-0.217	0.117	-0.120	-0.087	-0.086	-0.179	-0.038	0.001	-0.024	-0.134	-0.001	-0.018	1.000	-0.146	-0.037	-0.108
price	0.186	-0.369	0.492	0.001	0.148	0.196	0.065	0.044	0.047	0.336	0.063	0.467	-0.146	1.000	0.650	0.765
rooms	0.008	-0.189	0.219	-0.037	0.017	-0.006	-0.001	0.018	-0.012	0.155	0.033	0.653	-0.037	0.650	1.000	0.870
total_area	0.270	-0.295	0.448	0.072	0.146	0.221	0.083	0.030	0.007	0.395	-0.021	0.642	-0.108	0.765	0.870	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	build_year	building_type_int	latitude	longitude	ceiling_height	flats_count	floors_total	has_elevator	floor	kitchen_area	living_area	rooms	is_apartment	studio	total_area	price
0	1	1965	6	55.717113	37.781120	2.64	84	12	True	9	9.90	19.900000	1	False	False	35.099998	9500000.0
1	2	2001	2	55.794849	37.608013	3.00	97	10	True	7	0.00	16.600000	1	False	False	43.000000	13500000.0
2	3	2000	4	55.740040	37.761742	2.70	80	10	True	9	9.00	32.000000	2	False	False	56.000000	13500000.0
3	4	2002	4	55.672016	37.570877	2.64	771	17	True	1	10.10	43.099998	3	False	False	76.000000	20000000.0
4	5	1971	1	55.808807	37.707306	2.60	208	9	True	3	3.00	14.000000	1	False	False	24.000000	5200000.0
5	6	2017	4	55.724728	37.743069	2.70	192	17	True	9	0.00	0.000000	2	False	False	51.009998	8490104.0
6	7	1964	4	55.795589	37.722622	2.64	180	5	False	1	6.18	29.340000	2	False	False	44.520000	9500000.0
7	8	2015	2	55.656345	37.424335	3.00	512	11	True	7	13.50	0.000000	1	False	False	52.000000	17990000.0
8	9	1982	4	55.574734	37.668686	2.64	127	16	True	7	8.18	19.100000	1	False	False	35.919998	6300000.0
9	10	1982	4	55.994698	37.196686	2.64	142	12	True	5	8.00	30.000000	2	False	False	50.000000	5900000.0

	id	build_year	building_type_int	latitude	longitude	ceiling_height	flats_count	floors_total	has_elevator	floor	kitchen_area	living_area	rooms	is_apartment	studio	total_area	price
141352	141353	1973	6	55.592419	37.604187	2.48	855	12	True	1	7.50	19.299999	1	False	False	34.900002	8150000.0
141353	141354	2004	4	55.853230	37.646873	2.74	513	17	True	9	7.00	18.000000	1	False	False	38.000000	9200000.0
141354	141355	1969	4	55.626068	37.608238	2.50	282	9	True	3	6.70	29.000000	2	False	False	45.000000	11300000.0
141355	141356	2008	4	55.872646	37.634228	2.74	128	17	True	9	12.90	33.900002	2	False	False	64.000000	14800000.0
141356	141357	1971	4	55.740402	37.834579	2.64	428	9	True	8	6.00	42.000000	3	False	False	64.000000	10800000.0
141357	141358	2013	4	55.626579	37.313503	2.64	672	25	True	16	11.00	18.000000	1	False	False	42.000000	10500000.0
141358	141359	1960	1	55.727470	37.768677	2.48	80	5	False	5	5.28	28.330000	2	False	False	41.110001	7400000.0
141359	141360	1966	4	55.704315	37.506584	2.64	72	9	True	7	5.30	20.000000	1	False	False	31.500000	9700000.0
141360	141361	2017	4	55.699863	37.939564	2.70	480	25	True	15	13.80	33.700001	2	False	False	65.300003	11750000.0
141361	141362	1988	4	55.862133	37.689613	2.74	128	17	True	16	7.60	18.000000	1	False	False	38.000000	8000000.0

Overview

Variables

Interactions

Correlations

Missing values

Sample